{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Echo State Network as a tunable frequency generator\n",
    "\n",
    "This is a simplified implementation of Herbert Jaeger's task of learning a simple non-autonomous system, [a frequency generator controlled by an external signal](http://www.scholarpedia.org/article/Echo_state_network). Plots at the end.\n",
    "\n",
    "[See the ESN implementation](https://github.com/cknd/pyESN).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "%matplotlib inline\n",
    "from pyESN import ESN\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Task\n",
    "\n",
    "The network will learn to generate a wave signal whose frequency is determined by some slowly changing control input.\n",
    "\n",
    "#### 1) Generate some sample data:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "rng = np.random.RandomState(42)\n",
    "def frequency_generator(N,min_period,max_period,n_changepoints):\n",
    "    \"\"\"returns a random step function with N changepoints\n",
    "       and a sine wave signal that changes its frequency at\n",
    "       each such step, in the limits given by min_ and max_period.\"\"\"\n",
    "    # vector of random indices < N, padded with 0 and N at the ends:\n",
    "    changepoints = np.insert(np.sort(rng.randint(0,N,n_changepoints)),[0,n_changepoints],[0,N])\n",
    "    # list of interval boundaries between which the control sequence should be constant:\n",
    "    const_intervals = list(zip(changepoints,np.roll(changepoints,-1)))[:-1]\n",
    "    # populate a control sequence\n",
    "    frequency_control = np.zeros((N,1))\n",
    "    for (t0,t1) in const_intervals:\n",
    "        frequency_control[t0:t1] = rng.rand()\n",
    "    periods = frequency_control * (max_period - min_period) + max_period\n",
    "    # run time through a sine, while changing the period length\n",
    "    frequency_output = np.zeros((N,1))\n",
    "    z = 0\n",
    "    for i in range(N):\n",
    "        z = z + 2 * np.pi / periods[i]\n",
    "        frequency_output[i] = (np.sin(z) + 1)/2\n",
    "    return np.hstack([np.ones((N,1)),1-frequency_control]),frequency_output\n",
    "\n",
    "\n",
    "N = 15000 # signal length\n",
    "min_period = 2\n",
    "max_period = 10\n",
    "n_changepoints = int(N/200)\n",
    "frequency_control,frequency_output = frequency_generator(N,min_period,max_period,n_changepoints)\n",
    "\n",
    "traintest_cutoff = int(np.ceil(0.7*N))\n",
    "\n",
    "train_ctrl,train_output = frequency_control[:traintest_cutoff],frequency_output[:traintest_cutoff]\n",
    "test_ctrl, test_output  = frequency_control[traintest_cutoff:],frequency_output[traintest_cutoff:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 2) Instantiate, train & test the network\n",
    "Parameters are mostly the same as in Herbert Jaeger's original Matlab code. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "harvesting states...\n",
      "fitting...\n",
      "training error:\n",
      "0.003677750977293979\n",
      "test error:\n",
      "0.3051901881999226\n"
     ]
    }
   ],
   "source": [
    "esn = ESN(n_inputs = 2,\n",
    "          n_outputs = 1,\n",
    "          n_reservoir = 200,\n",
    "          spectral_radius = 0.25,\n",
    "          sparsity = 0.95,\n",
    "          noise = 0.001,\n",
    "          input_shift = [0,0],\n",
    "          input_scaling = [0.01, 3],\n",
    "          teacher_scaling = 1.12,\n",
    "          teacher_shift = -0.7,\n",
    "          out_activation = np.tanh,\n",
    "          inverse_out_activation = np.arctanh,\n",
    "          random_state = rng,\n",
    "          silent = False)\n",
    "\n",
    "pred_train = esn.fit(train_ctrl,train_output)\n",
    "\n",
    "print(\"test error:\")\n",
    "pred_test = esn.predict(test_ctrl)\n",
    "print(np.sqrt(np.mean((pred_test - test_output)**2)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 3) Plots\n",
    "First, a look at the control signal, the target signal and the output of the model both during training and during testing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "window_tr = range(int(len(train_output)/4),int(len(train_output)/4+2000))\n",
    "plt.figure(figsize=(10,1.5))\n",
    "plt.plot(train_ctrl[window_tr,1],label='control')\n",
    "plt.plot(train_output[window_tr],label='target')\n",
    "plt.plot(pred_train[window_tr],label='model')\n",
    "plt.legend(fontsize='x-small')\n",
    "plt.title('training (excerpt)')\n",
    "plt.ylim([-0.1,1.1])\n",
    "\n",
    "window_test = range(2000)\n",
    "plt.figure(figsize=(10,1.5))\n",
    "plt.plot(test_ctrl[window_test,1],label='control')\n",
    "plt.plot(test_output[window_test],label='target')\n",
    "plt.plot(pred_test[window_test],label='model')\n",
    "plt.legend(fontsize='x-small')\n",
    "plt.title('test (excerpt)')\n",
    "plt.ylim([-0.1,1.1]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What we see is that we can't see much, except that the amplitude is systematically too small (any ideas why that is?).\n",
    "\n",
    "So let's look at a few spectrograms to see how the frequency spectrum of these signals changes over time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'test: model')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6xZ+zrwwjQupTwcV2vYLc+UuXjMag0gM4uMpyCOkuc5NUB8AslJ2Ds8tRdpcOJs2DcmsnS1tbW9J9ZQciCIJlRIAIgmCZlKowDptNUyFM3XcULYGA1kZFlgK8ikC5BTlVgDu/tqVD35oDgD+gVzvjVCxuPQJ+/R4j2XRUYqgP1rQ/6SKibc8y7msONmLUAEq1MXWHcpm+Jpnj3FnG1DvZ3E6rG2ebzdbvcjoIlZJDdiCCIFhGBIggCJYRASIIgmVSagOJKqXZINqICuKK0Ss5qApXrR0dZF/OxkDp5SYHJwNAJ+EWBIAzzc1aG3f4E1etvatDXyfOnuMnbEKAuav0SuEyoqnQacq12xvRkSO1NgfjX48wLk6qWr5pVmtG7pW7xodn0Fnc1PN1MBXcr+TZBsQGIgjCQCACRBAEy4gAEQTBMsY2kLVr1ybdd8uWLb3+PhKLIhKLt0FECJtEjKluzkGdFNfG2C84uwFl7+BiAhS4kHW62US/51KrQ116hXgudP4CE5p8rqUl6XlwsPdOkMNUuqLCxbsCdPkFDsrcwVXFnzAyj2ynYjVymJIMq+9ckvzkDAkzNj/OjkcR6NBjjZKl02DtjQVIZWUlKisrEQ6HMXnyZABAVVUVHA4Hrrnmmp5+JoEzgiAMTYwFyKJFi5CZmYnnnnsOuZ+cz9rS0oLly5djzpw5WLduXZ9PUhCEwYmxANm8eTMOHDjQIzwAIDc3Fxs3bsRNN91kJECiMaVtM6lDkKIR2tVqotmwBwGxGbZ6/y+NH0ePzYSyc640aosYYDJEObUkHNRVGM4lzWVmtrYnvyXuC7ji0zFCjQwG6CxTDupAai68vTg/n54HsdbcwU2mRZ9N4J4XlWUeYA47o9z8yWKiPhobUS9duoQm4sSvpqYmozRgQRCGPsYCZMmSJVi+fDn27NmD+vp61NfXY/fu3VixYgXKysr6Y46CIAxSjPdh27Ztw/r163H77bcj/Em0ptPpxIoVK7Bp06Y+n6AgCIMXYwGSnp6Op556Cps2bcLp06cBAEVFRfD5kj+MpptQOKwdnETpw9EwrRNS6c0A4O/UQ7eHMfPj3JAhwu6S5aXH4OwU3NjBTl2/j2bRIdCUWxsAQkE9TJ5aO4AOyweuTE+2QoeHru5F2aGo++sNKuR/NOOCzfAkf6g49451BPtv7RIPnO8mh3iHORuI6frFfzb5amaWA8kaGxvR2NiI4uJi+Hw+dqEFQfjsYixAmpubsWDBAkyaNAlf//rX0djYCABYsWKFuHAF4XOGsQrzwAMPwOVy4cyZM5g6dWpPe3l5OdauXYvNmzcnPdalri5EE7aeYUJ1iDBuXG57T0Ugcof1cGP4Q3okH5dNysFFQoa69O0lNw+OSEjfZkYYFYZ17xLRrP1JkMlODhPPhrq/3qAiUTkXLBd9THGpk47ofOnoW2R7X8RPLp79X2Q7dT/czj98BSpMxOCzxgLkwIEDePXVVzF27Ni49uLiYtTV1ZkOJwjCEMZYheno6EA6YZy6ePEi0gxL4AuCMLQxFiBz5szBH/7wh56fbTYbYrEYHn/8ccyfP79PJycIwuDGWIV5/PHHsWDBArz99tsIhUL44Q9/iOPHj+PixYt48803jcbyd3QgnKA0Rgl9PUzYDABomby9wYUHxxStDwcj+jXfqa0l++Zl0hWkOPcupd+HGFc1R4ToT7UBvA2EmocyzHw2gXq2AJ2+EGHsJezYxLw7GRfnR379UC4O7vBqfxM9hsN55RUyOLc7ZSfj7F6mNqS4zxq8i8Z3O336dFRVVeGGG27AN77xDXR0dKCsrAyVlZUoKioyHU4QhCGM0Q4kHA5j4cKF2LZtGx566KH+mpMgCEMEox2Iy+XCu+++219zEQRhiGFsA7njjjvw+9//Hj//+c+v+OIxpTQ7AVWBnUpdB4Ago6tRafTcIcTciXUtHXo4PGdH4XRWDkq/5+wDUQct48k4EEbvDUeZdsrO0I82EK66Pqnbh83iYqhnw1Via2RsICHiOWYysSTtrfTYbiZcn4KLGWknTiYA6JgUrmQB+WyTxOSzxgIkEolg+/btOHjwIEpKSrQcmE8rYygIwmeHpATIu+++i+nTp8Nut+O9997rKV1YVVUV10/KGArC54ukBMisWbPQ2NiIkSNHoq6uDm+99RaGE4c3meKw27VMzCixzaXaAN49SR0oxBWkTcwG7oaqSMapMFxGJAcVms9u75kwfipDmXO/cSH1V+LqswL3HClXZMwwtJ9y2VafP0/29TJqaytxABd3mNiFBv1wMAAYUUB/L0z+uLYw7ypVBY1zVUcNVcD4zyYf6p+UETUnJwc1NTUAgNraWjZtXBCEzxdJ7UCWLl2KefPmYfTo0bDZbLj22mvhYAJsqqur+3SCgiAMXpISIL/73e9QVlaGU6dOYfXq1Vi5ciUymehLQRA+PyTthVm4cCEA4J133sGaNWv6RoDYbJpuGCP0ZE5/5OwXlAuW0xVHMDoudSA1Z3Ph5sFB2S+4w7NsjLoYjVCV2wzLHhiGzycLl2LOVden2qn76w3KDjWCeUc59257QHeTciUBHE56Bx7uA7sS965SoQhcqD1nD7MR9sHE9IUoY+ujMHbjVlRUmH5EEITPKHI2riAIlum/03GSQSltu2vi4eEyESm4KlTc9p6qYMZtfamzXXudC6V+MNt7O1VqCx8H9CXCrR1376ZqAoVJLdwYc4/UGFxkLgcVbdvcRp9B3MZEelJFpoNZtHqa5qWfuYlrnFXN2cxxg7VmXOY2ojlxWO6zFLIDEQTBMiJABEGwjAgQQRAsk1IbSDASgSNB34sRejmnZ3M6IeXuYqtXM7o2ldHLVQ3jxuCg9HsudDsapWU8uU6MK5gLITe1M1CQ1+SeFzM/yjbC2Us4IsQ9UodNAUC7n0lrIGwgIS5dgqk8ZnKgE2cD4exyVAg+W/WOeVep0PzE7wZnjyPHS7qnIAhCAiJABEGwjAgQQRAsk1IbSCAYApzx9goyJsDwZLoIE55uMgZV6amtjdaduTGokgAAo/NHzcK/KR2XDSFn5mdqZ6CgLsnNg7VlEbYRzl7CQT2DrjAdEs7ZmzrbdRtI2CCsG+DTCUzS+bk4kChxgoDLQX+F2Zgbh76uiaUkTFIcZAciCIJlRIAIgmCZlKowkWAIYWe8qkBtzbltIReiTWVQ+jv17FqA3hYCwPnmFrKdQoFRHdisVKICF3MvdsW5cYmqZswYXLUzUzWBHIMYm1VVuHlQVeiYLTinClDPkXLtAoDNQMU1CR8Hepk3k5JAQR1qBgBOhx4+z6YvMPdO5e4m9uU+SyE7EEEQLCMCRBAEy4gAEQTBMim1gdgcdtgSD04idE7uYCmTUHauMjmn4g7LzdLami/q4e29jc26cQm9lU/np2U8Wb2eSc/ndFqTtG0O6l6oMHuAt9FQY7D2HM4GQjwDzl7CuTjtRHg6VxWfg3MR22LJ20BMzC7cd8DEhpTYV2wggiAMCCJABEGwTEpVGLvdrm3RqTNRuXNSuexT6gxRTp3gXMEhyk1qGGHJuXFNXLDsmblUIWIu4pR14/aBCkNVV+PmwbmNiXXinq2N+ZNHPUeuOHGoi26ntvf8M6fnwb2rlCrKuXbZ4tPEmnDeYS70wU6ctZz4fkhFMkEQBgQRIIIgWEYEiCAIlkltVXbqYClCl6X0NoDXT9PT9MpNAUNXsIs4sIe1JRiGO5PZp0w2rs2WvF2Dc59yrkUuxJ2cB6Ns025cM5sVde+cvYT7i0e9C9QzBICggQ2EsxOx74JBFiyXpsBlw5L2OtbNz1RSi+prkmhzMcnSlh2IIAiWEQEiCIJlRIAIgmCZQXcyncnJXpwNpC2gV5ZyMYchc2NQcSOmcSAcpN2Ai8lglsMkjZ4LcafsDGzlLNZ+oY9tesA0NW9+ren5Uf2DITotnksPIJ8BW+meqRTH2A+oLxpngWLjngzWiYsDQRphbxIbiCAIqUAEiCAIlkmpChMOhuF0xm8zqYpknMuM274Ny8zQ2tqZA5W5MVqIg5lNVRhOHaDcmdy2MQYuLDx5FYY7ZMhM9eLuhagExqgwJutnXJiZaOcOf+Kg3Nrs9bjMZ4OsajujxHDqLOlm5g5MY8IWPD69qlmi2sUVCaeQHYggCJYRASIIgmVEgAiCYJmU2kC6AkHYEupEh4nDibn0axMd3mFQiRsAvB5dV+wiDl/uDRM9nj14mqvMZZACb2JDYu02BvfCrVNfucGThXNfczYak/IGbJkFxn3qIMIIbExtAi7FgLJNOJlwfe4ZZORmam1aRTJx4wqCMBCIABEEwTIpVWEuXfAj5I1XWVo/0g90+qjuPPn5addPI9sbGpu0toxsH9mX27Kffq9Ga8sekU32DRsW3qW20JyrldsSk2MwW/MwE5FJ9bdzJa6YdaKiJi9+1Ez25bJMIyF9G87dCzc/6jxZTs1ob9Vd9ADg9ujnIYcIlRoAQp20Ws25T6l5x5joaO6alMs2HKXXqeGM/v4CQM6oXH2MhOuZRBLLDkQQBMuIABEEwTIpUWG6re5BovhxMKhbj8Mh/ZwXAOjs6CDbKa+DnbnTqJP+RRdxlq47QPd1euitKEeIuEfqegAQDdMW+XBYX5MuYj0BwOaivRzUWhurMMR2Oxymt/HcPcaUrmpQc+ttfoF2XS3p7KTHCHbR6xRT+ta9M0C/Y9QzBPh31UYVFIrR701ngF6nQIdHH5d5XBHmfF1q3qGEOXffQzLeMZvqLx9aL9TX12PcuHEDfVlBEAw4e/Ysxo4d22uflAiQWCyGc+fOITMzk08fFwQhJSil0NbWhjFjxrClD7pJiQARBOGzgRhRBUGwjAgQQRAsIwJEEATLiAARWA4fPgybzYbW1tZUT0UYpIgRVejhK1/5CmbOnIknnngCABAKhXDx4kWMGjVKvGUCSWqrsguDGrfbjfz8/FRPQxjEiAojAADuvvtu/P3vf8eTTz4J2ydHjj777LNxKsyzzz6LnJwcvPzyy5g8eTLS09PxzW9+E4FAAM899xwmTpyI3NxcrF69Oi6RLRgMYv369SgoKIDP58Ps2bNx+PDh1Nyo0KfIDkQAADz55JOoqqrC9OnT8dOf/hQAcPz4ca1fIBDAr371K+zatQttbW0oKyvDkiVLkJOTg1deeQXV1dVYunQprr/+epSXlwMA7r//frz//vvYtWsXxowZgxdeeAELFy7EsWPHUFxcPKD3KfQxShA+Yd68eWrNmjU9Px86dEgBUC0tLUoppSoqKhQAderUqZ4+q1atUunp6aqtra2nrbS0VK1atUoppVRdXZ1yOByqoaEh7loLFixQDz74YP/djDAgyA5EMCI9PR1FRUU9P48aNQoTJ05ERkZGXNv58x/XcDl27Bii0SgmTZoUN04wGMTw4cMHZtJCvyECRDDC5YovumOz2ci27vqi7e3tcDgceOedd+BIqN95udARhiYiQIQe3G43W8XLKrNmzUI0GsX58+cxZ86cPh1bSD3ihRF6mDhxIv71r3+htrYWFy5cMKpSzjFp0iR85zvfwZ133ok9e/agpqYG//73v/HYY4/hL3/5Sx/MWkglIkCEHtavXw+Hw4Grr74aeXl5OHPmTJ+MW1FRgTvvvBPr1q3D5MmTceutt+Ktt97C+PHj+2R8IXVIJKogCJaRHYggCJYRASIIgmVEgAiCYBkRIIIgWEYEiCAIlhEBIgiCZUSACIJgGREggiBYRgSIIAiWEQEiCIJlRIAIgmAZESCCIFjm/wDxPxao407jCgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 300x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x150 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def draw_spectogram(data):\n",
    "    plt.specgram(data,Fs=4,NFFT=256,noverlap=150,cmap=plt.cm.bone,detrend=lambda x:(x-0.5))\n",
    "    plt.gca().autoscale('x')\n",
    "    plt.ylim([0,0.5])\n",
    "    plt.ylabel(\"freq\")\n",
    "    plt.yticks([])\n",
    "    plt.xlabel(\"time\")\n",
    "    plt.xticks([])\n",
    "\n",
    "plt.figure(figsize=(7,1.5))\n",
    "draw_spectogram(train_output.flatten())\n",
    "plt.title(\"training: target\")\n",
    "plt.figure(figsize=(7,1.5))\n",
    "draw_spectogram(pred_train.flatten())\n",
    "plt.title(\"training: model\")\n",
    "\n",
    "plt.figure(figsize=(3,1.5))\n",
    "draw_spectogram(test_output.flatten())\n",
    "plt.title(\"test: target\")\n",
    "plt.figure(figsize=(3,1.5))\n",
    "draw_spectogram(pred_test.flatten())\n",
    "plt.title(\"test: model\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's a frequency generator!"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
